Dataset statistics
| Number of variables | 34 |
|---|---|
| Number of observations | 107843 |
| Missing cells | 188505 |
| Missing cells (%) | 5.1% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 27.3 MiB |
| Average record size in memory | 265.0 B |
Variable types
| Numeric | 16 |
|---|---|
| Boolean | 1 |
| Unsupported | 1 |
| Categorical | 16 |
application_type has constant value "Individual" | Constant |
desc has a high cardinality: 38454 distinct values | High cardinality |
earliest_cr_line has a high cardinality: 601 distinct values | High cardinality |
emp_title has a high cardinality: 68454 distinct values | High cardinality |
title has a high cardinality: 26875 distinct values | High cardinality |
zip_code has a high cardinality: 828 distinct values | High cardinality |
df_index is highly correlated with id | High correlation |
id is highly correlated with df_index | High correlation |
fico_range_high is highly correlated with fico_range_low | High correlation |
fico_range_low is highly correlated with fico_range_high | High correlation |
installment is highly correlated with loan_amnt | High correlation |
loan_amnt is highly correlated with installment and 1 other fields | High correlation |
open_acc is highly correlated with total_acc | High correlation |
pub_rec is highly correlated with pub_rec_bankruptcies | High correlation |
pub_rec_bankruptcies is highly correlated with pub_rec | High correlation |
revol_bal is highly correlated with loan_amnt | High correlation |
total_acc is highly correlated with open_acc | High correlation |
df_index is highly correlated with id | High correlation |
id is highly correlated with df_index | High correlation |
fico_range_high is highly correlated with fico_range_low | High correlation |
fico_range_low is highly correlated with fico_range_high | High correlation |
installment is highly correlated with loan_amnt | High correlation |
loan_amnt is highly correlated with installment | High correlation |
open_acc is highly correlated with total_acc | High correlation |
pub_rec is highly correlated with pub_rec_bankruptcies | High correlation |
pub_rec_bankruptcies is highly correlated with pub_rec | High correlation |
total_acc is highly correlated with open_acc | High correlation |
df_index is highly correlated with id | High correlation |
id is highly correlated with df_index | High correlation |
fico_range_high is highly correlated with fico_range_low | High correlation |
fico_range_low is highly correlated with fico_range_high | High correlation |
installment is highly correlated with loan_amnt | High correlation |
loan_amnt is highly correlated with installment | High correlation |
pub_rec is highly correlated with pub_rec_bankruptcies | High correlation |
pub_rec_bankruptcies is highly correlated with pub_rec | High correlation |
application_type is highly correlated with grade and 10 other fields | High correlation |
grade is highly correlated with application_type and 1 other fields | High correlation |
sub_grade is highly correlated with application_type and 2 other fields | High correlation |
issue_d is highly correlated with application_type | High correlation |
Charged off is highly correlated with application_type | High correlation |
home_ownership is highly correlated with application_type | High correlation |
initial_list_status is highly correlated with application_type | High correlation |
purpose is highly correlated with application_type | High correlation |
verification_status is highly correlated with application_type | High correlation |
emp_length is highly correlated with application_type | High correlation |
term is highly correlated with application_type and 1 other fields | High correlation |
addr_state is highly correlated with application_type | High correlation |
df_index is highly correlated with id and 1 other fields | High correlation |
id is highly correlated with df_index and 1 other fields | High correlation |
fico_range_high is highly correlated with fico_range_low and 3 other fields | High correlation |
fico_range_low is highly correlated with fico_range_high and 3 other fields | High correlation |
grade is highly correlated with int_rate and 1 other fields | High correlation |
installment is highly correlated with loan_amnt | High correlation |
int_rate is highly correlated with fico_range_high and 4 other fields | High correlation |
issue_d is highly correlated with df_index and 1 other fields | High correlation |
loan_amnt is highly correlated with installment and 1 other fields | High correlation |
open_acc is highly correlated with total_acc | High correlation |
revol_util is highly correlated with fico_range_high and 1 other fields | High correlation |
sub_grade is highly correlated with fico_range_high and 4 other fields | High correlation |
term is highly correlated with int_rate and 2 other fields | High correlation |
total_acc is highly correlated with open_acc | High correlation |
member_id has 107843 (100.0%) missing values | Missing |
desc has 68904 (63.9%) missing values | Missing |
emp_length has 4806 (4.5%) missing values | Missing |
emp_title has 6889 (6.4%) missing values | Missing |
annual_inc is highly skewed (γ1 = 21.6135325) | Skewed |
pub_rec is highly skewed (γ1 = 26.89434201) | Skewed |
revol_bal is highly skewed (γ1 = 28.52620479) | Skewed |
df_index is uniformly distributed | Uniform |
desc is uniformly distributed | Uniform |
df_index has unique values | Unique |
id has unique values | Unique |
member_id is an unsupported type, check if it needs cleaning or further analysis | Unsupported |
mort_acc has 41241 (38.2%) zeros | Zeros |
pub_rec has 94951 (88.0%) zeros | Zeros |
pub_rec_bankruptcies has 96310 (89.3%) zeros | Zeros |
Reproduction
| Analysis started | 2022-04-10 15:28:52.966449 |
|---|---|
| Analysis finished | 2022-04-10 15:30:14.679529 |
| Duration | 1 minute and 21.71 seconds |
| Software version | pandas-profiling v3.1.0 |
| Download configuration | config.json |
df_index
Real number (ℝ≥0)
HIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONUNIFORMUNIQUE| Distinct | 107843 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 67394.81161 |
| Minimum | 0 |
|---|---|
| Maximum | 134803 |
| Zeros | 1 |
| Zeros (%) | < 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 842.6 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 6728.2 |
| Q1 | 33738.5 |
| median | 67364 |
| Q3 | 101130 |
| 95-th percentile | 128060.9 |
| Maximum | 134803 |
| Range | 134803 |
| Interquartile range (IQR) | 67391.5 |
Descriptive statistics
| Standard deviation | 38907.88327 |
|---|---|
| Coefficient of variation (CV) | 0.5773127388 |
| Kurtosis | -1.19872438 |
| Mean | 67394.81161 |
| Median Absolute Deviation (MAD) | 33699 |
| Skewness | 0.0003466812915 |
| Sum | 7268058668 |
| Variance | 1513823381 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 23251 | 1 | < 0.1% |
| 18730 | 1 | < 0.1% |
| 72594 | 1 | < 0.1% |
| 28246 | 1 | < 0.1% |
| 117499 | 1 | < 0.1% |
| 92032 | 1 | < 0.1% |
| 62000 | 1 | < 0.1% |
| 89447 | 1 | < 0.1% |
| 41896 | 1 | < 0.1% |
| 66680 | 1 | < 0.1% |
| Other values (107833) | 107833 |
| Value | Count | Frequency (%) |
| 0 | 1 | |
| 1 | 1 | |
| 3 | 1 | |
| 4 | 1 | |
| 6 | 1 | |
| 7 | 1 | |
| 8 | 1 | |
| 9 | 1 | |
| 10 | 1 | |
| 11 | 1 |
| Value | Count | Frequency (%) |
| 134803 | 1 | |
| 134802 | 1 | |
| 134801 | 1 | |
| 134800 | 1 | |
| 134799 | 1 | |
| 134798 | 1 | |
| 134797 | 1 | |
| 134796 | 1 | |
| 134795 | 1 | |
| 134794 | 1 |
| Distinct | 107843 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 6290486.691 |
| Minimum | 356706 |
|---|---|
| Maximum | 10234817 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 842.6 KiB |
Quantile statistics
| Minimum | 356706 |
|---|---|
| 5-th percentile | 3153397 |
| Q1 | 4525573 |
| median | 6328585 |
| Q3 | 7725772.5 |
| 95-th percentile | 9744665.7 |
| Maximum | 10234817 |
| Range | 9878111 |
| Interquartile range (IQR) | 3200199.5 |
Descriptive statistics
| Standard deviation | 2073355.307 |
|---|---|
| Coefficient of variation (CV) | 0.3296017318 |
| Kurtosis | -0.9953355535 |
| Mean | 6290486.691 |
| Median Absolute Deviation (MAD) | 1716133 |
| Skewness | -0.01627983342 |
| Sum | 6.783849562 × 1011 |
| Variance | 4.298802229 × 1012 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 8605612 | 1 | < 0.1% |
| 8545524 | 1 | < 0.1% |
| 5768833 | 1 | < 0.1% |
| 8575046 | 1 | < 0.1% |
| 3364910 | 1 | < 0.1% |
| 5435137 | 1 | < 0.1% |
| 6646516 | 1 | < 0.1% |
| 5606177 | 1 | < 0.1% |
| 7535684 | 1 | < 0.1% |
| 6564929 | 1 | < 0.1% |
| Other values (107833) | 107833 |
| Value | Count | Frequency (%) |
| 356706 | 1 | |
| 380041 | 1 | |
| 442319 | 1 | |
| 476326 | 1 | |
| 546966 | 1 | |
| 565935 | 1 | |
| 586040 | 1 | |
| 621950 | 1 | |
| 631299 | 1 | |
| 641849 | 1 |
| Value | Count | Frequency (%) |
| 10234817 | 1 | |
| 10234814 | 1 | |
| 10234813 | 1 | |
| 10234796 | 1 | |
| 10234755 | 1 | |
| 10234750 | 1 | |
| 10234599 | 1 | |
| 10234574 | 1 | |
| 10224834 | 1 | |
| 10224828 | 1 |
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 105.4 KiB |
| False | |
|---|---|
| True |
| Value | Count | Frequency (%) |
| False | 91024 | |
| True | 16819 | 15.6% |
| Distinct | 48 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 842.6 KiB |
| CA | |
|---|---|
| NY | |
| TX | |
| FL | |
| IL | 4198 |
| Other values (43) |
Length
| Max length | 2 |
|---|---|
| Median length | 2 |
| Mean length | 2 |
| Min length | 2 |
Characters and Unicode
| Total characters | 0 |
|---|---|
| Distinct characters | 0 |
| Distinct categories | 0 ? |
| Distinct scripts | 0 ? |
| Distinct blocks | 0 ? |
Unique
| Unique | 2 ? |
|---|---|
| Unique (%) | < 0.1% |
Sample
| 1st row | WV |
|---|---|
| 2nd row | NY |
| 3rd row | CA |
| 4th row | NC |
| 5th row | TX |
Common Values
| Value | Count | Frequency (%) |
| CA | 17228 | 16.0% |
| NY | 8915 | 8.3% |
| TX | 8258 | 7.7% |
| FL | 7125 | 6.6% |
| IL | 4198 | 3.9% |
| NJ | 4083 | 3.8% |
| PA | 3660 | 3.4% |
| OH | 3446 | 3.2% |
| GA | 3383 | 3.1% |
| VA | 3274 | 3.0% |
| Other values (38) | 44273 |
Length
| Value | Count | Frequency (%) |
| ca | 17228 | 16.0% |
| ny | 8915 | 8.3% |
| tx | 8258 | 7.7% |
| fl | 7125 | 6.6% |
| il | 4198 | 3.9% |
| nj | 4083 | 3.8% |
| pa | 3660 | 3.4% |
| oh | 3446 | 3.2% |
| ga | 3383 | 3.1% |
| va | 3274 | 3.0% |
| Other values (38) | 44273 |
Most occurring characters
| Value | Count | Frequency (%) |
| No values found. | ||
Most occurring categories
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per category
Most occurring scripts
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per script
Most occurring blocks
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per block
| Distinct | 10086 |
|---|---|
| Distinct (%) | 9.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 73218.32335 |
| Minimum | 6000 |
|---|---|
| Maximum | 6100000 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 842.6 KiB |
Quantile statistics
| Minimum | 6000 |
|---|---|
| 5-th percentile | 30000 |
| Q1 | 45750.06 |
| median | 63936 |
| Q3 | 89000 |
| 95-th percentile | 147810.3 |
| Maximum | 6100000 |
| Range | 6094000 |
| Interquartile range (IQR) | 43249.94 |
Descriptive statistics
| Standard deviation | 49583.80198 |
|---|---|
| Coefficient of variation (CV) | 0.6772048267 |
| Kurtosis | 2116.093894 |
| Mean | 73218.32335 |
| Median Absolute Deviation (MAD) | 20064 |
| Skewness | 21.6135325 |
| Sum | 7896083645 |
| Variance | 2458553419 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 60000 | 4146 | 3.8% |
| 50000 | 3862 | 3.6% |
| 65000 | 3138 | 2.9% |
| 40000 | 2965 | 2.7% |
| 70000 | 2960 | 2.7% |
| 80000 | 2868 | 2.7% |
| 45000 | 2792 | 2.6% |
| 75000 | 2711 | 2.5% |
| 55000 | 2698 | 2.5% |
| 100000 | 2051 | 1.9% |
| Other values (10076) | 77652 |
| Value | Count | Frequency (%) |
| 6000 | 1 | < 0.1% |
| 7200 | 1 | < 0.1% |
| 7500 | 1 | < 0.1% |
| 8000 | 2 | |
| 8200 | 1 | < 0.1% |
| 8400 | 1 | < 0.1% |
| 8412 | 1 | < 0.1% |
| 8500 | 2 | |
| 8520 | 3 | |
| 8664 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 6100000 | 1 | < 0.1% |
| 2000000 | 2 | |
| 1510000 | 1 | < 0.1% |
| 1350000 | 1 | < 0.1% |
| 1300000 | 1 | < 0.1% |
| 1250000 | 1 | < 0.1% |
| 1200000 | 2 | |
| 1050000 | 1 | < 0.1% |
| 1000000 | 4 | |
| 990000 | 1 | < 0.1% |
| Distinct | 1 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 842.6 KiB |
| Individual |
|---|
Length
| Max length | 10 |
|---|---|
| Median length | 10 |
| Mean length | 10 |
| Min length | 10 |
Characters and Unicode
| Total characters | 0 |
|---|---|
| Distinct characters | 0 |
| Distinct categories | 0 ? |
| Distinct scripts | 0 ? |
| Distinct blocks | 0 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Individual |
|---|---|
| 2nd row | Individual |
| 3rd row | Individual |
| 4th row | Individual |
| 5th row | Individual |
Common Values
| Value | Count | Frequency (%) |
| Individual | 107843 |
Length
Pie chart
| Value | Count | Frequency (%) |
| individual | 107843 |
Most occurring characters
| Value | Count | Frequency (%) |
| No values found. | ||
Most occurring categories
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per category
Most occurring scripts
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per script
Most occurring blocks
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per block
| Distinct | 38454 |
|---|---|
| Distinct (%) | 98.8% |
| Missing | 68904 |
| Missing (%) | 63.9% |
| Memory size | 842.6 KiB |
| Borrower added on 07/25/13 > Debt consolidation<br> | 6 |
|---|---|
| Borrower added on 09/30/13 > Debt Consolidation<br> | 5 |
| Borrower added on 09/19/13 > Debt consolidation<br> | 5 |
| Borrower added on 01/14/13 > Debt consolidation<br> | 5 |
| Borrower added on 12/16/13 > Debt consolidation<br> | 4 |
| Other values (38449) |
Length
| Max length | 2365 |
|---|---|
| Median length | 134 |
| Mean length | 166.8376435 |
| Min length | 1 |
Characters and Unicode
| Total characters | 0 |
|---|---|
| Distinct characters | 0 |
| Distinct categories | 0 ? |
| Distinct scripts | 0 ? |
| Distinct blocks | 0 ? |
Unique
| Unique | 38105 ? |
|---|---|
| Unique (%) | 97.9% |
Sample
| 1st row | Borrower added on 11/05/13 > I need to get a new roof on my house and pay the remainder money on credit cards.<br> |
|---|---|
| 2nd row | Borrower added on 12/17/13 > We would like to put in hardwood floors and paint the exterior of the house.<br> |
| 3rd row | Borrower added on 01/29/13 > New refrigerator and oven.<br> |
| 4th row | Borrower added on 09/09/13 > I need to pay some credit cards off and there a purchase I want to make.<br> |
| 5th row | Borrower added on 02/06/13 > I am really tired of being in credit card debt and I want to purchase my first house. By consolidating and paying off all of my debt (other than my car), I can buy a home and not have to worry about credit card debt anymore.<br> |
Common Values
| Value | Count | Frequency (%) |
| Borrower added on 07/25/13 > Debt consolidation<br> | 6 | < 0.1% |
| Borrower added on 09/30/13 > Debt Consolidation<br> | 5 | < 0.1% |
| Borrower added on 09/19/13 > Debt consolidation<br> | 5 | < 0.1% |
| Borrower added on 01/14/13 > Debt consolidation<br> | 5 | < 0.1% |
| Borrower added on 12/16/13 > Debt consolidation<br> | 4 | < 0.1% |
| Borrower added on 12/19/13 > Debt consolidation<br> | 4 | < 0.1% |
| Borrower added on 11/05/13 > Debt Consolidation<br> | 4 | < 0.1% |
| Borrower added on 10/09/13 > Debt consolidation<br> | 4 | < 0.1% |
| Borrower added on 02/27/13 > Debt consolidation<br> | 4 | < 0.1% |
| Borrower added on 12/10/13 > Debt consolidation<br> | 4 | < 0.1% |
| Other values (38444) | 38894 | |
| (Missing) | 68904 |
Length
| Value | Count | Frequency (%) |
| on | 51143 | 4.4% |
| to | 48696 | 4.2% |
| 45038 | 3.9% | |
| borrower | 43999 | 3.8% |
| added | 43819 | 3.8% |
| i | 34124 | 3.0% |
| and | 29148 | 2.5% |
| credit | 27868 | 2.4% |
| my | 27797 | 2.4% |
| a | 22273 | 1.9% |
| Other values (22445) | 776840 |
Most occurring characters
| Value | Count | Frequency (%) |
| No values found. | ||
Most occurring categories
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per category
Most occurring scripts
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per script
Most occurring blocks
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per block
dti
Real number (ℝ≥0)
| Distinct | 3492 |
|---|---|
| Distinct (%) | 3.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 17.21222935 |
| Minimum | 0 |
|---|---|
| Maximum | 34.99 |
| Zeros | 37 |
| Zeros (%) | < 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 842.6 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 5.2 |
| Q1 | 11.47 |
| median | 16.89 |
| Q3 | 22.78 |
| 95-th percentile | 30.17 |
| Maximum | 34.99 |
| Range | 34.99 |
| Interquartile range (IQR) | 11.31 |
Descriptive statistics
| Standard deviation | 7.595111355 |
|---|---|
| Coefficient of variation (CV) | 0.4412625 |
| Kurtosis | -0.683981209 |
| Mean | 17.21222935 |
| Median Absolute Deviation (MAD) | 5.64 |
| Skewness | 0.1324209301 |
| Sum | 1856218.45 |
| Variance | 57.68571649 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 14.4 | 125 | 0.1% |
| 18 | 92 | 0.1% |
| 15.6 | 88 | 0.1% |
| 12 | 82 | 0.1% |
| 19.2 | 80 | 0.1% |
| 16.8 | 80 | 0.1% |
| 12.72 | 79 | 0.1% |
| 12.48 | 78 | 0.1% |
| 9.6 | 77 | 0.1% |
| 16.32 | 77 | 0.1% |
| Other values (3482) | 106985 |
| Value | Count | Frequency (%) |
| 0 | 37 | |
| 0.01 | 2 | < 0.1% |
| 0.02 | 1 | < 0.1% |
| 0.03 | 1 | < 0.1% |
| 0.06 | 2 | < 0.1% |
| 0.07 | 2 | < 0.1% |
| 0.08 | 2 | < 0.1% |
| 0.11 | 1 | < 0.1% |
| 0.12 | 1 | < 0.1% |
| 0.13 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 34.99 | 5 | |
| 34.98 | 6 | |
| 34.97 | 8 | |
| 34.96 | 8 | |
| 34.95 | 10 | |
| 34.94 | 4 | < 0.1% |
| 34.93 | 10 | |
| 34.92 | 6 | |
| 34.91 | 3 | < 0.1% |
| 34.9 | 7 |
| Distinct | 601 |
|---|---|
| Distinct (%) | 0.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 842.6 KiB |
| Oct-2000 | 913 |
|---|---|
| Oct-2001 | 846 |
| Oct-1999 | 842 |
| Dec-2000 | 841 |
| Nov-1999 | 827 |
| Other values (596) |
Length
| Max length | 8 |
|---|---|
| Median length | 8 |
| Mean length | 8 |
| Min length | 8 |
Characters and Unicode
| Total characters | 0 |
|---|---|
| Distinct characters | 0 |
| Distinct categories | 0 ? |
| Distinct scripts | 0 ? |
| Distinct blocks | 0 ? |
Unique
| Unique | 44 ? |
|---|---|
| Unique (%) | < 0.1% |
Sample
| 1st row | Oct-2001 |
|---|---|
| 2nd row | Aug-1998 |
| 3rd row | Feb-2000 |
| 4th row | Jun-2000 |
| 5th row | Mar-1982 |
Common Values
| Value | Count | Frequency (%) |
| Oct-2000 | 913 | 0.8% |
| Oct-2001 | 846 | 0.8% |
| Oct-1999 | 842 | 0.8% |
| Dec-2000 | 841 | 0.8% |
| Nov-1999 | 827 | 0.8% |
| Nov-2000 | 814 | 0.8% |
| Dec-1999 | 766 | 0.7% |
| Dec-2001 | 761 | 0.7% |
| Jan-2001 | 761 | 0.7% |
| Aug-2000 | 760 | 0.7% |
| Other values (591) | 99712 |
Length
| Value | Count | Frequency (%) |
| oct-2000 | 913 | 0.8% |
| oct-2001 | 846 | 0.8% |
| oct-1999 | 842 | 0.8% |
| dec-2000 | 841 | 0.8% |
| nov-1999 | 827 | 0.8% |
| nov-2000 | 814 | 0.8% |
| dec-1999 | 766 | 0.7% |
| dec-2001 | 761 | 0.7% |
| jan-2001 | 761 | 0.7% |
| aug-2000 | 760 | 0.7% |
| Other values (591) | 99712 |
Most occurring characters
| Value | Count | Frequency (%) |
| No values found. | ||
Most occurring categories
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per category
Most occurring scripts
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per script
Most occurring blocks
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per block
| Distinct | 11 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 4806 |
| Missing (%) | 4.5% |
| Memory size | 842.6 KiB |
| 10+ years | |
|---|---|
| 2 years | |
| 3 years | |
| 5 years | |
| < 1 year | |
| Other values (6) |
Length
| Max length | 9 |
|---|---|
| Median length | 7 |
| Mean length | 7.72025583 |
| Min length | 6 |
Characters and Unicode
| Total characters | 0 |
|---|---|
| Distinct characters | 0 |
| Distinct categories | 0 ? |
| Distinct scripts | 0 ? |
| Distinct blocks | 0 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 1 year |
|---|---|
| 2nd row | 10+ years |
| 3rd row | 5 years |
| 4th row | 10+ years |
| 5th row | 10+ years |
Common Values
| Value | Count | Frequency (%) |
| 10+ years | 36566 | |
| 2 years | 9039 | 8.4% |
| 3 years | 8089 | 7.5% |
| 5 years | 7779 | 7.2% |
| < 1 year | 7260 | 6.7% |
| 6 years | 6529 | 6.1% |
| 7 years | 6520 | 6.0% |
| 1 year | 6179 | 5.7% |
| 4 years | 5496 | 5.1% |
| 8 years | 5388 | 5.0% |
| (Missing) | 4806 | 4.5% |
Length
| Value | Count | Frequency (%) |
| years | 89598 | |
| 10 | 36566 | |
| 1 | 13439 | 6.3% |
| year | 13439 | 6.3% |
| 2 | 9039 | 4.2% |
| 3 | 8089 | 3.8% |
| 5 | 7779 | 3.6% |
| 7260 | 3.4% | |
| 6 | 6529 | 3.1% |
| 7 | 6520 | 3.1% |
| Other values (3) | 15076 | 7.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| No values found. | ||
Most occurring categories
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per category
Most occurring scripts
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per script
Most occurring blocks
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per block
| Distinct | 68454 |
|---|---|
| Distinct (%) | 67.8% |
| Missing | 6889 |
| Missing (%) | 6.4% |
| Memory size | 842.6 KiB |
| Teacher | 681 |
|---|---|
| Manager | 544 |
| RN | 311 |
| Registered Nurse | 281 |
| US Army | 249 |
| Other values (68449) |
Length
| Max length | 42 |
|---|---|
| Median length | 17 |
| Mean length | 17.59528102 |
| Min length | 1 |
Characters and Unicode
| Total characters | 0 |
|---|---|
| Distinct characters | 0 |
| Distinct categories | 0 ? |
| Distinct scripts | 0 ? |
| Distinct blocks | 0 ? |
Unique
| Unique | 60694 ? |
|---|---|
| Unique (%) | 60.1% |
Sample
| 1st row | Dollar General |
|---|---|
| 2nd row | City and County of San Francisco |
| 3rd row | TREASURER |
| 4th row | GENERAL MANAGER |
| 5th row | Foreman |
Common Values
| Value | Count | Frequency (%) |
| Teacher | 681 | 0.6% |
| Manager | 544 | 0.5% |
| RN | 311 | 0.3% |
| Registered Nurse | 281 | 0.3% |
| US Army | 249 | 0.2% |
| Supervisor | 247 | 0.2% |
| Project Manager | 202 | 0.2% |
| Sales | 176 | 0.2% |
| Office Manager | 174 | 0.2% |
| Bank of America | 172 | 0.2% |
| Other values (68444) | 97917 | |
| (Missing) | 6889 | 6.4% |
Length
| Value | Count | Frequency (%) |
| of | 6387 | 2.5% |
| manager | 5392 | 2.1% |
| inc | 5160 | 2.0% |
| 2683 | 1.1% | |
| center | 2015 | 0.8% |
| county | 1912 | 0.8% |
| services | 1725 | 0.7% |
| medical | 1711 | 0.7% |
| school | 1709 | 0.7% |
| hospital | 1665 | 0.7% |
| Other values (31752) | 221851 |
Most occurring characters
| Value | Count | Frequency (%) |
| No values found. | ||
Most occurring categories
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per category
Most occurring scripts
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per script
Most occurring blocks
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per block
fico_range_high
Real number (ℝ≥0)
HIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATION| Distinct | 38 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 699.0001205 |
| Minimum | 664 |
|---|---|
| Maximum | 850 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 842.6 KiB |
Quantile statistics
| Minimum | 664 |
|---|---|
| 5-th percentile | 664 |
| Q1 | 679 |
| median | 694 |
| Q3 | 714 |
| 95-th percentile | 754 |
| Maximum | 850 |
| Range | 186 |
| Interquartile range (IQR) | 35 |
Descriptive statistics
| Standard deviation | 28.74380345 |
|---|---|
| Coefficient of variation (CV) | 0.04112131401 |
| Kurtosis | 2.437018684 |
| Mean | 699.0001205 |
| Median Absolute Deviation (MAD) | 15 |
| Skewness | 1.369327412 |
| Sum | 75382270 |
| Variance | 826.2062369 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 674 | 9100 | 8.4% |
| 684 | 9011 | 8.4% |
| 679 | 8416 | 7.8% |
| 669 | 8389 | 7.8% |
| 694 | 8275 | 7.7% |
| 689 | 8239 | 7.6% |
| 664 | 7716 | 7.2% |
| 699 | 7486 | 6.9% |
| 704 | 6731 | 6.2% |
| 709 | 6095 | 5.7% |
| Other values (28) | 28385 |
| Value | Count | Frequency (%) |
| 664 | 7716 | |
| 669 | 8389 | |
| 674 | 9100 | |
| 679 | 8416 | |
| 684 | 9011 | |
| 689 | 8239 | |
| 694 | 8275 | |
| 699 | 7486 | |
| 704 | 6731 | |
| 709 | 6095 |
| Value | Count | Frequency (%) |
| 850 | 8 | < 0.1% |
| 844 | 15 | < 0.1% |
| 839 | 24 | < 0.1% |
| 834 | 40 | < 0.1% |
| 829 | 69 | 0.1% |
| 824 | 97 | |
| 819 | 126 | |
| 814 | 135 | |
| 809 | 189 | |
| 804 | 200 |
fico_range_low
Real number (ℝ≥0)
HIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATION| Distinct | 38 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 695.0000464 |
| Minimum | 660 |
|---|---|
| Maximum | 845 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 842.6 KiB |
Quantile statistics
| Minimum | 660 |
|---|---|
| 5-th percentile | 660 |
| Q1 | 675 |
| median | 690 |
| Q3 | 710 |
| 95-th percentile | 750 |
| Maximum | 845 |
| Range | 185 |
| Interquartile range (IQR) | 35 |
Descriptive statistics
| Standard deviation | 28.74341504 |
|---|---|
| Coefficient of variation (CV) | 0.04135742895 |
| Kurtosis | 2.435844723 |
| Mean | 695.0000464 |
| Median Absolute Deviation (MAD) | 15 |
| Skewness | 1.369178396 |
| Sum | 74950890 |
| Variance | 826.1839079 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 670 | 9100 | 8.4% |
| 680 | 9011 | 8.4% |
| 675 | 8416 | 7.8% |
| 665 | 8389 | 7.8% |
| 690 | 8275 | 7.7% |
| 685 | 8239 | 7.6% |
| 660 | 7716 | 7.2% |
| 695 | 7486 | 6.9% |
| 700 | 6731 | 6.2% |
| 705 | 6095 | 5.7% |
| Other values (28) | 28385 |
| Value | Count | Frequency (%) |
| 660 | 7716 | |
| 665 | 8389 | |
| 670 | 9100 | |
| 675 | 8416 | |
| 680 | 9011 | |
| 685 | 8239 | |
| 690 | 8275 | |
| 695 | 7486 | |
| 700 | 6731 | |
| 705 | 6095 |
| Value | Count | Frequency (%) |
| 845 | 8 | < 0.1% |
| 840 | 15 | < 0.1% |
| 835 | 24 | < 0.1% |
| 830 | 40 | < 0.1% |
| 825 | 69 | 0.1% |
| 820 | 97 | |
| 815 | 126 | |
| 810 | 135 | |
| 805 | 189 | |
| 800 | 200 |
| Distinct | 7 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 842.6 KiB |
| B | |
|---|---|
| C | |
| D | |
| A | |
| E | |
| Other values (2) |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 0 |
|---|---|
| Distinct characters | 0 |
| Distinct categories | 0 ? |
| Distinct scripts | 0 ? |
| Distinct blocks | 0 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | C |
|---|---|
| 2nd row | C |
| 3rd row | D |
| 4th row | C |
| 5th row | A |
Common Values
| Value | Count | Frequency (%) |
| B | 35307 | |
| C | 30395 | |
| D | 16517 | |
| A | 14183 | |
| E | 7216 | 6.7% |
| F | 3515 | 3.3% |
| G | 710 | 0.7% |
Length
Pie chart
| Value | Count | Frequency (%) |
| b | 35307 | |
| c | 30395 | |
| d | 16517 | |
| a | 14183 | |
| e | 7216 | 6.7% |
| f | 3515 | 3.3% |
| g | 710 | 0.7% |
Most occurring characters
| Value | Count | Frequency (%) |
| No values found. | ||
Most occurring categories
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per category
Most occurring scripts
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per script
Most occurring blocks
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per block
| Distinct | 3 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 842.6 KiB |
| MORTGAGE | |
|---|---|
| RENT | |
| OWN |
Length
| Max length | 8 |
|---|---|
| Median length | 8 |
| Mean length | 6.054542251 |
| Min length | 3 |
Characters and Unicode
| Total characters | 0 |
|---|---|
| Distinct characters | 0 |
| Distinct categories | 0 ? |
| Distinct scripts | 0 ? |
| Distinct blocks | 0 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | MORTGAGE |
|---|---|
| 2nd row | RENT |
| 3rd row | RENT |
| 4th row | OWN |
| 5th row | OWN |
Common Values
| Value | Count | Frequency (%) |
| MORTGAGE | 57648 | |
| RENT | 41171 | |
| OWN | 9024 | 8.4% |
Length
Pie chart
| Value | Count | Frequency (%) |
| mortgage | 57648 | |
| rent | 41171 | |
| own | 9024 | 8.4% |
Most occurring characters
| Value | Count | Frequency (%) |
| No values found. | ||
Most occurring categories
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per category
Most occurring scripts
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per script
Most occurring blocks
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per block
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 842.6 KiB |
| f | |
|---|---|
| w |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 0 |
|---|---|
| Distinct characters | 0 |
| Distinct categories | 0 ? |
| Distinct scripts | 0 ? |
| Distinct blocks | 0 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | w |
|---|---|
| 2nd row | w |
| 3rd row | w |
| 4th row | f |
| 5th row | w |
Common Values
| Value | Count | Frequency (%) |
| f | 79060 | |
| w | 28783 | 26.7% |
Length
Pie chart
| Value | Count | Frequency (%) |
| f | 79060 | |
| w | 28783 | 26.7% |
Most occurring characters
| Value | Count | Frequency (%) |
| No values found. | ||
Most occurring categories
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per category
Most occurring scripts
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per script
Most occurring blocks
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per block
| Distinct | 21823 |
|---|---|
| Distinct (%) | 20.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 452.7542992 |
| Minimum | 23.26 |
|---|---|
| Maximum | 1408.13 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 842.6 KiB |
Quantile statistics
| Minimum | 23.26 |
|---|---|
| 5-th percentile | 132.75 |
| Q1 | 280.95 |
| median | 404.97 |
| Q3 | 587.73 |
| 95-th percentile | 921.85 |
| Maximum | 1408.13 |
| Range | 1384.87 |
| Interquartile range (IQR) | 306.78 |
Descriptive statistics
| Standard deviation | 240.9649629 |
|---|---|
| Coefficient of variation (CV) | 0.5322201542 |
| Kurtosis | 0.7452291431 |
| Mean | 452.7542992 |
| Median Absolute Deviation (MAD) | 146.23 |
| Skewness | 0.9000082203 |
| Sum | 48826381.89 |
| Variance | 58064.11336 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 337.47 | 318 | 0.3% |
| 635.07 | 298 | 0.3% |
| 317.54 | 296 | 0.3% |
| 332.72 | 292 | 0.3% |
| 332.1 | 280 | 0.3% |
| 328.06 | 278 | 0.3% |
| 343.39 | 277 | 0.3% |
| 476.3 | 255 | 0.2% |
| 625.81 | 246 | 0.2% |
| 327.34 | 239 | 0.2% |
| Other values (21813) | 105064 |
| Value | Count | Frequency (%) |
| 23.26 | 1 | |
| 25.86 | 1 | |
| 28.82 | 1 | |
| 29.52 | 1 | |
| 29.83 | 1 | |
| 30.71 | 1 | |
| 31.3 | 1 | |
| 31.62 | 1 | |
| 31.76 | 2 | |
| 32 | 1 |
| Value | Count | Frequency (%) |
| 1408.13 | 1 | < 0.1% |
| 1407.01 | 1 | < 0.1% |
| 1406.45 | 4 | |
| 1396.79 | 1 | < 0.1% |
| 1391.41 | 2 | |
| 1388.45 | 1 | < 0.1% |
| 1382.36 | 2 | |
| 1374.63 | 4 | |
| 1368.75 | 1 | < 0.1% |
| 1367.65 | 3 |
| Distinct | 100 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 14.53027568 |
| Minimum | 6 |
|---|---|
| Maximum | 26.06 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 842.6 KiB |
Quantile statistics
| Minimum | 6 |
|---|---|
| 5-th percentile | 7.62 |
| Q1 | 11.14 |
| median | 14.33 |
| Q3 | 17.56 |
| 95-th percentile | 22.47 |
| Maximum | 26.06 |
| Range | 20.06 |
| Interquartile range (IQR) | 6.42 |
Descriptive statistics
| Standard deviation | 4.439836193 |
|---|---|
| Coefficient of variation (CV) | 0.305557602 |
| Kurtosis | -0.4741654952 |
| Mean | 14.53027568 |
| Median Absolute Deviation (MAD) | 3.19 |
| Skewness | 0.2433553994 |
| Sum | 1566988.52 |
| Variance | 19.71214542 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 8.9 | 4039 | 3.7% |
| 14.33 | 3880 | 3.6% |
| 13.11 | 3721 | 3.5% |
| 12.12 | 3544 | 3.3% |
| 11.14 | 3397 | 3.1% |
| 7.9 | 2775 | 2.6% |
| 15.8 | 2745 | 2.5% |
| 11.99 | 2704 | 2.5% |
| 10.99 | 2554 | 2.4% |
| 16.29 | 2546 | 2.4% |
| Other values (90) | 75938 |
| Value | Count | Frequency (%) |
| 6 | 21 | < 0.1% |
| 6.03 | 2032 | |
| 6.62 | 1720 | |
| 6.97 | 322 | 0.3% |
| 7.62 | 2524 | |
| 7.9 | 2775 | |
| 8.6 | 333 | 0.3% |
| 8.9 | 4039 | |
| 9.25 | 437 | 0.4% |
| 9.67 | 1291 | 1.2% |
| Value | Count | Frequency (%) |
| 26.06 | 44 | < 0.1% |
| 25.99 | 48 | < 0.1% |
| 25.89 | 95 | 0.1% |
| 25.83 | 119 | |
| 25.8 | 161 | |
| 25.57 | 125 | |
| 25.28 | 134 | |
| 24.99 | 187 | |
| 24.89 | 239 | |
| 24.83 | 58 | 0.1% |
| Distinct | 12 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 842.6 KiB |
| Dec-2013 | |
|---|---|
| Nov-2013 | |
| Oct-2013 | |
| Sep-2013 | |
| Aug-2013 | |
| Other values (7) |
Length
| Max length | 8 |
|---|---|
| Median length | 8 |
| Mean length | 8 |
| Min length | 8 |
Characters and Unicode
| Total characters | 0 |
|---|---|
| Distinct characters | 0 |
| Distinct categories | 0 ? |
| Distinct scripts | 0 ? |
| Distinct blocks | 0 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Nov-2013 |
|---|---|
| 2nd row | Apr-2013 |
| 3rd row | Sep-2013 |
| 4th row | Dec-2013 |
| 5th row | Dec-2013 |
Common Values
| Value | Count | Frequency (%) |
| Dec-2013 | 12019 | |
| Nov-2013 | 11760 | |
| Oct-2013 | 11281 | |
| Sep-2013 | 10434 | |
| Aug-2013 | 10173 | |
| Jul-2013 | 9538 | |
| Jun-2013 | 8697 | |
| May-2013 | 8210 | |
| Apr-2013 | 7564 | |
| Mar-2013 | 6649 | |
| Other values (2) | 11518 |
Length
| Value | Count | Frequency (%) |
| dec-2013 | 12019 | |
| nov-2013 | 11760 | |
| oct-2013 | 11281 | |
| sep-2013 | 10434 | |
| aug-2013 | 10173 | |
| jul-2013 | 9538 | |
| jun-2013 | 8697 | |
| may-2013 | 8210 | |
| apr-2013 | 7564 | |
| mar-2013 | 6649 | |
| Other values (2) | 11518 |
Most occurring characters
| Value | Count | Frequency (%) |
| No values found. | ||
Most occurring categories
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per category
Most occurring scripts
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per script
Most occurring blocks
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per block
| Distinct | 1191 |
|---|---|
| Distinct (%) | 1.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 14719.79336 |
| Minimum | 1000 |
|---|---|
| Maximum | 35000 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 842.6 KiB |
Quantile statistics
| Minimum | 1000 |
|---|---|
| 5-th percentile | 4000 |
| Q1 | 8500 |
| median | 13100 |
| Q3 | 20000 |
| 95-th percentile | 30000 |
| Maximum | 35000 |
| Range | 34000 |
| Interquartile range (IQR) | 11500 |
Descriptive statistics
| Standard deviation | 8106.966678 |
|---|---|
| Coefficient of variation (CV) | 0.5507527505 |
| Kurtosis | -0.2023106382 |
| Mean | 14719.79336 |
| Median Absolute Deviation (MAD) | 5350 |
| Skewness | 0.6605167458 |
| Sum | 1587426675 |
| Variance | 65722908.71 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 10000 | 7885 | 7.3% |
| 12000 | 5773 | 5.4% |
| 15000 | 5626 | 5.2% |
| 20000 | 5570 | 5.2% |
| 8000 | 3527 | 3.3% |
| 35000 | 3467 | 3.2% |
| 16000 | 3211 | 3.0% |
| 18000 | 2966 | 2.8% |
| 24000 | 2803 | 2.6% |
| 6000 | 2684 | 2.5% |
| Other values (1181) | 64331 |
| Value | Count | Frequency (%) |
| 1000 | 278 | |
| 1025 | 1 | < 0.1% |
| 1100 | 5 | < 0.1% |
| 1125 | 3 | < 0.1% |
| 1150 | 5 | < 0.1% |
| 1175 | 1 | < 0.1% |
| 1200 | 167 | |
| 1225 | 1 | < 0.1% |
| 1250 | 7 | < 0.1% |
| 1275 | 3 | < 0.1% |
| Value | Count | Frequency (%) |
| 35000 | 3467 | |
| 34975 | 5 | < 0.1% |
| 34900 | 1 | < 0.1% |
| 34800 | 9 | < 0.1% |
| 34750 | 1 | < 0.1% |
| 34700 | 1 | < 0.1% |
| 34575 | 1 | < 0.1% |
| 34500 | 11 | < 0.1% |
| 34475 | 70 | 0.1% |
| 34400 | 2 | < 0.1% |
| Distinct | 25 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1.879361665 |
| Minimum | 0 |
|---|---|
| Maximum | 31 |
| Zeros | 41241 |
| Zeros (%) | 38.2% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 842.6 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 1 |
| Q3 | 3 |
| 95-th percentile | 6 |
| Maximum | 31 |
| Range | 31 |
| Interquartile range (IQR) | 3 |
Descriptive statistics
| Standard deviation | 2.193544261 |
|---|---|
| Coefficient of variation (CV) | 1.167175165 |
| Kurtosis | 3.357413832 |
| Mean | 1.879361665 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | 1.484571965 |
| Sum | 202676 |
| Variance | 4.811636424 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 41241 | |
| 1 | 18112 | |
| 2 | 14648 | 13.6% |
| 3 | 11397 | 10.6% |
| 4 | 8702 | 8.1% |
| 5 | 5826 | 5.4% |
| 6 | 3509 | 3.3% |
| 7 | 2051 | 1.9% |
| 8 | 1090 | 1.0% |
| 9 | 615 | 0.6% |
| Other values (15) | 652 | 0.6% |
| Value | Count | Frequency (%) |
| 0 | 41241 | |
| 1 | 18112 | |
| 2 | 14648 | 13.6% |
| 3 | 11397 | 10.6% |
| 4 | 8702 | 8.1% |
| 5 | 5826 | 5.4% |
| 6 | 3509 | 3.3% |
| 7 | 2051 | 1.9% |
| 8 | 1090 | 1.0% |
| 9 | 615 | 0.6% |
| Value | Count | Frequency (%) |
| 31 | 1 | < 0.1% |
| 30 | 1 | < 0.1% |
| 27 | 1 | < 0.1% |
| 24 | 3 | < 0.1% |
| 20 | 3 | < 0.1% |
| 19 | 3 | < 0.1% |
| 18 | 3 | < 0.1% |
| 17 | 5 | < 0.1% |
| 16 | 12 | |
| 15 | 17 |
| Distinct | 54 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 11.15074692 |
| Minimum | 0 |
|---|---|
| Maximum | 62 |
| Zeros | 3 |
| Zeros (%) | < 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 842.6 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 5 |
| Q1 | 8 |
| median | 10 |
| Q3 | 14 |
| 95-th percentile | 20 |
| Maximum | 62 |
| Range | 62 |
| Interquartile range (IQR) | 6 |
Descriptive statistics
| Standard deviation | 4.653656505 |
|---|---|
| Coefficient of variation (CV) | 0.4173403395 |
| Kurtosis | 2.086879721 |
| Mean | 11.15074692 |
| Median Absolute Deviation (MAD) | 3 |
| Skewness | 1.016487942 |
| Sum | 1202530 |
| Variance | 21.65651886 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 9 | 10701 | |
| 10 | 10324 | |
| 8 | 9968 | 9.2% |
| 11 | 9538 | 8.8% |
| 7 | 8731 | 8.1% |
| 12 | 8343 | 7.7% |
| 13 | 6996 | 6.5% |
| 6 | 6808 | 6.3% |
| 14 | 6035 | 5.6% |
| 15 | 4842 | 4.5% |
| Other values (44) | 25557 |
| Value | Count | Frequency (%) |
| 0 | 3 | < 0.1% |
| 1 | 31 | < 0.1% |
| 2 | 278 | 0.3% |
| 3 | 913 | 0.8% |
| 4 | 2352 | 2.2% |
| 5 | 4601 | |
| 6 | 6808 | |
| 7 | 8731 | |
| 8 | 9968 | |
| 9 | 10701 |
| Value | Count | Frequency (%) |
| 62 | 1 | |
| 53 | 2 | |
| 52 | 1 | |
| 51 | 1 | |
| 50 | 1 | |
| 49 | 2 | |
| 48 | 1 | |
| 46 | 1 | |
| 45 | 2 | |
| 44 | 1 |
| Distinct | 14 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.1381638122 |
| Minimum | 0 |
|---|---|
| Maximum | 54 |
| Zeros | 94951 |
| Zeros (%) | 88.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 842.6 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 1 |
| Maximum | 54 |
| Range | 54 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 0.4767294832 |
|---|---|
| Coefficient of variation (CV) | 3.450465615 |
| Kurtosis | 2564.487209 |
| Mean | 0.1381638122 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 26.89434201 |
| Sum | 14900 |
| Variance | 0.2272710001 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 94951 | |
| 1 | 11665 | 10.8% |
| 2 | 861 | 0.8% |
| 3 | 209 | 0.2% |
| 4 | 75 | 0.1% |
| 5 | 37 | < 0.1% |
| 6 | 21 | < 0.1% |
| 7 | 13 | < 0.1% |
| 8 | 5 | < 0.1% |
| 11 | 2 | < 0.1% |
| Other values (4) | 4 | < 0.1% |
| Value | Count | Frequency (%) |
| 0 | 94951 | |
| 1 | 11665 | 10.8% |
| 2 | 861 | 0.8% |
| 3 | 209 | 0.2% |
| 4 | 75 | 0.1% |
| 5 | 37 | < 0.1% |
| 6 | 21 | < 0.1% |
| 7 | 13 | < 0.1% |
| 8 | 5 | < 0.1% |
| 9 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 54 | 1 | < 0.1% |
| 49 | 1 | < 0.1% |
| 11 | 2 | < 0.1% |
| 10 | 1 | < 0.1% |
| 9 | 1 | < 0.1% |
| 8 | 5 | < 0.1% |
| 7 | 13 | < 0.1% |
| 6 | 21 | < 0.1% |
| 5 | 37 | |
| 4 | 75 |
| Distinct | 9 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.1099746854 |
| Minimum | 0 |
|---|---|
| Maximum | 8 |
| Zeros | 96310 |
| Zeros (%) | 89.3% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 842.6 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 1 |
| Maximum | 8 |
| Range | 8 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 0.3262656157 |
|---|---|
| Coefficient of variation (CV) | 2.966733793 |
| Kurtosis | 16.70140439 |
| Mean | 0.1099746854 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 3.222420361 |
| Sum | 11860 |
| Variance | 0.106449252 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 96310 | |
| 1 | 11287 | 10.5% |
| 2 | 196 | 0.2% |
| 3 | 31 | < 0.1% |
| 4 | 14 | < 0.1% |
| 6 | 2 | < 0.1% |
| 8 | 1 | < 0.1% |
| 5 | 1 | < 0.1% |
| 7 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 0 | 96310 | |
| 1 | 11287 | 10.5% |
| 2 | 196 | 0.2% |
| 3 | 31 | < 0.1% |
| 4 | 14 | < 0.1% |
| 5 | 1 | < 0.1% |
| 6 | 2 | < 0.1% |
| 7 | 1 | < 0.1% |
| 8 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 8 | 1 | < 0.1% |
| 7 | 1 | < 0.1% |
| 6 | 2 | < 0.1% |
| 5 | 1 | < 0.1% |
| 4 | 14 | < 0.1% |
| 3 | 31 | < 0.1% |
| 2 | 196 | 0.2% |
| 1 | 11287 | 10.5% |
| 0 | 96310 |
| Distinct | 13 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 842.6 KiB |
| debt_consolidation | |
|---|---|
| credit_card | |
| home_improvement | 5926 |
| other | 4647 |
| major_purchase | 1812 |
| Other values (8) | 4685 |
Length
| Max length | 18 |
|---|---|
| Median length | 18 |
| Mean length | 15.11400833 |
| Min length | 3 |
Characters and Unicode
| Total characters | 0 |
|---|---|
| Distinct characters | 0 |
| Distinct categories | 0 ? |
| Distinct scripts | 0 ? |
| Distinct blocks | 0 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | debt_consolidation |
|---|---|
| 2nd row | credit_card |
| 3rd row | other |
| 4th row | home_improvement |
| 5th row | debt_consolidation |
Common Values
| Value | Count | Frequency (%) |
| debt_consolidation | 64530 | |
| credit_card | 26243 | |
| home_improvement | 5926 | 5.5% |
| other | 4647 | 4.3% |
| major_purchase | 1812 | 1.7% |
| small_business | 1087 | 1.0% |
| car | 829 | 0.8% |
| medical | 722 | 0.7% |
| house | 557 | 0.5% |
| moving | 502 | 0.5% |
| Other values (3) | 988 | 0.9% |
Length
| Value | Count | Frequency (%) |
| debt_consolidation | 64530 | |
| credit_card | 26243 | |
| home_improvement | 5926 | 5.5% |
| other | 4647 | 4.3% |
| major_purchase | 1812 | 1.7% |
| small_business | 1087 | 1.0% |
| car | 829 | 0.8% |
| medical | 722 | 0.7% |
| house | 557 | 0.5% |
| moving | 502 | 0.5% |
| Other values (3) | 988 | 0.9% |
Most occurring characters
| Value | Count | Frequency (%) |
| No values found. | ||
Most occurring categories
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per category
Most occurring scripts
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per script
Most occurring blocks
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per block
| Distinct | 37020 |
|---|---|
| Distinct (%) | 34.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 16812.6326 |
| Minimum | 0 |
|---|---|
| Maximum | 2568995 |
| Zeros | 273 |
| Zeros (%) | 0.3% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 842.6 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 2976.1 |
| Q1 | 7334 |
| median | 12705 |
| Q3 | 21112.5 |
| 95-th percentile | 38945.7 |
| Maximum | 2568995 |
| Range | 2568995 |
| Interquartile range (IQR) | 13778.5 |
Descriptive statistics
| Standard deviation | 20758.36014 |
|---|---|
| Coefficient of variation (CV) | 1.234688262 |
| Kurtosis | 2655.224282 |
| Mean | 16812.6326 |
| Median Absolute Deviation (MAD) | 6303 |
| Skewness | 28.52620479 |
| Sum | 1813124738 |
| Variance | 430909515.6 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 273 | 0.3% |
| 7429 | 16 | < 0.1% |
| 6852 | 15 | < 0.1% |
| 9529 | 15 | < 0.1% |
| 11874 | 14 | < 0.1% |
| 5896 | 14 | < 0.1% |
| 8979 | 14 | < 0.1% |
| 8881 | 14 | < 0.1% |
| 11363 | 14 | < 0.1% |
| 9334 | 13 | < 0.1% |
| Other values (37010) | 107441 |
| Value | Count | Frequency (%) |
| 0 | 273 | |
| 1 | 4 | < 0.1% |
| 2 | 6 | < 0.1% |
| 3 | 6 | < 0.1% |
| 4 | 7 | < 0.1% |
| 5 | 2 | < 0.1% |
| 6 | 2 | < 0.1% |
| 7 | 4 | < 0.1% |
| 8 | 2 | < 0.1% |
| 9 | 4 | < 0.1% |
| Value | Count | Frequency (%) |
| 2568995 | 1 | |
| 1746716 | 1 | |
| 694615 | 1 | |
| 617838 | 1 | |
| 605627 | 1 | |
| 570842 | 1 | |
| 509875 | 1 | |
| 491712 | 1 | |
| 488421 | 1 | |
| 481912 | 1 |
| Distinct | 1062 |
|---|---|
| Distinct (%) | 1.0% |
| Missing | 59 |
| Missing (%) | 0.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 58.58248349 |
| Minimum | 0 |
|---|---|
| Maximum | 128.1 |
| Zeros | 290 |
| Zeros (%) | 0.3% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 842.6 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 18.3 |
| Q1 | 42.9 |
| median | 60.3 |
| Q3 | 76.3 |
| 95-th percentile | 92.2 |
| Maximum | 128.1 |
| Range | 128.1 |
| Interquartile range (IQR) | 33.4 |
Descriptive statistics
| Standard deviation | 22.5044375 |
|---|---|
| Coefficient of variation (CV) | 0.3841495984 |
| Kurtosis | -0.5398613939 |
| Mean | 58.58248349 |
| Median Absolute Deviation (MAD) | 16.6 |
| Skewness | -0.3468060351 |
| Sum | 6314254.4 |
| Variance | 506.4497074 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 290 | 0.3% |
| 61.6 | 209 | 0.2% |
| 67.4 | 204 | 0.2% |
| 64.6 | 204 | 0.2% |
| 67.9 | 203 | 0.2% |
| 65.2 | 203 | 0.2% |
| 72 | 200 | 0.2% |
| 59.3 | 200 | 0.2% |
| 56.4 | 200 | 0.2% |
| 70.8 | 199 | 0.2% |
| Other values (1052) | 105672 |
| Value | Count | Frequency (%) |
| 0 | 290 | |
| 0.1 | 35 | < 0.1% |
| 0.2 | 31 | < 0.1% |
| 0.3 | 24 | < 0.1% |
| 0.4 | 24 | < 0.1% |
| 0.5 | 14 | < 0.1% |
| 0.6 | 18 | < 0.1% |
| 0.7 | 24 | < 0.1% |
| 0.8 | 31 | < 0.1% |
| 0.9 | 22 | < 0.1% |
| Value | Count | Frequency (%) |
| 128.1 | 1 | |
| 127.6 | 1 | |
| 122.5 | 1 | |
| 120.2 | 2 | |
| 119.2 | 1 | |
| 115.3 | 1 | |
| 113.9 | 1 | |
| 112.7 | 1 | |
| 109.9 | 2 | |
| 109.3 | 1 |
| Distinct | 35 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 842.6 KiB |
| B4 | |
|---|---|
| B3 | |
| B2 | |
| C3 | 6494 |
| B1 | 6261 |
| Other values (30) |
Length
| Max length | 2 |
|---|---|
| Median length | 2 |
| Mean length | 2 |
| Min length | 2 |
Characters and Unicode
| Total characters | 0 |
|---|---|
| Distinct characters | 0 |
| Distinct categories | 0 ? |
| Distinct scripts | 0 ? |
| Distinct blocks | 0 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | C2 |
|---|---|
| 2nd row | C3 |
| 3rd row | D2 |
| 4th row | C4 |
| 5th row | A4 |
Common Values
| Value | Count | Frequency (%) |
| B4 | 8466 | 7.9% |
| B3 | 8231 | 7.6% |
| B2 | 7849 | 7.3% |
| C3 | 6494 | 6.0% |
| B1 | 6261 | 5.8% |
| C4 | 6233 | 5.8% |
| C1 | 6103 | 5.7% |
| C2 | 5848 | 5.4% |
| C5 | 5717 | 5.3% |
| D1 | 4502 | 4.2% |
| Other values (25) | 42139 |
Length
| Value | Count | Frequency (%) |
| b4 | 8466 | 7.9% |
| b3 | 8231 | 7.6% |
| b2 | 7849 | 7.3% |
| c3 | 6494 | 6.0% |
| b1 | 6261 | 5.8% |
| c4 | 6233 | 5.8% |
| c1 | 6103 | 5.7% |
| c2 | 5848 | 5.4% |
| c5 | 5717 | 5.3% |
| d1 | 4502 | 4.2% |
| Other values (25) | 42139 |
Most occurring characters
| Value | Count | Frequency (%) |
| No values found. | ||
Most occurring categories
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per category
Most occurring scripts
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per script
Most occurring blocks
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per block
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 842.6 KiB |
| 36 months | |
|---|---|
| 60 months |
Length
| Max length | 10 |
|---|---|
| Median length | 10 |
| Mean length | 10 |
| Min length | 10 |
Characters and Unicode
| Total characters | 0 |
|---|---|
| Distinct characters | 0 |
| Distinct categories | 0 ? |
| Distinct scripts | 0 ? |
| Distinct blocks | 0 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 60 months |
|---|---|
| 2nd row | 36 months |
| 3rd row | 36 months |
| 4th row | 60 months |
| 5th row | 36 months |
Common Values
| Value | Count | Frequency (%) |
| 36 months | 80314 | |
| 60 months | 27529 | 25.5% |
Length
Pie chart
| Value | Count | Frequency (%) |
| months | 107843 | |
| 36 | 80314 | |
| 60 | 27529 | 12.8% |
Most occurring characters
| Value | Count | Frequency (%) |
| No values found. | ||
Most occurring categories
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per category
Most occurring scripts
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per script
Most occurring blocks
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per block
| Distinct | 26875 |
|---|---|
| Distinct (%) | 24.9% |
| Missing | 4 |
| Missing (%) | < 0.1% |
| Memory size | 842.6 KiB |
| Debt consolidation | |
|---|---|
| Debt Consolidation | 7170 |
| Credit card refinancing | 5333 |
| Consolidation | 2851 |
| debt consolidation | 2324 |
| Other values (26870) |
Length
| Max length | 40 |
|---|---|
| Median length | 18 |
| Mean length | 16.16851974 |
| Min length | 2 |
Characters and Unicode
| Total characters | 0 |
|---|---|
| Distinct characters | 0 |
| Distinct categories | 0 ? |
| Distinct scripts | 0 ? |
| Distinct blocks | 0 ? |
Unique
| Unique | 22437 ? |
|---|---|
| Unique (%) | 20.8% |
Sample
| 1st row | Money |
|---|---|
| 2nd row | My Loan |
| 3rd row | Other |
| 4th row | HOME IMPROVEMENT LOAN |
| 5th row | Chase-AMEX payoff |
Common Values
| Value | Count | Frequency (%) |
| Debt consolidation | 14837 | 13.8% |
| Debt Consolidation | 7170 | 6.6% |
| Credit card refinancing | 5333 | 4.9% |
| Consolidation | 2851 | 2.6% |
| debt consolidation | 2324 | 2.2% |
| Other | 1467 | 1.4% |
| Home improvement | 1230 | 1.1% |
| consolidation | 1136 | 1.1% |
| Credit Card Consolidation | 1089 | 1.0% |
| Debt Consolidation Loan | 863 | 0.8% |
| Other values (26865) | 69539 |
Length
| Value | Count | Frequency (%) |
| consolidation | 38682 | 15.8% |
| debt | 37942 | 15.5% |
| credit | 19565 | 8.0% |
| card | 15675 | 6.4% |
| loan | 13284 | 5.4% |
| refinancing | 5761 | 2.4% |
| home | 4866 | 2.0% |
| payoff | 4550 | 1.9% |
| pay | 3857 | 1.6% |
| off | 3316 | 1.4% |
| Other values (7812) | 97315 |
Most occurring characters
| Value | Count | Frequency (%) |
| No values found. | ||
Most occurring categories
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per category
Most occurring scripts
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per script
Most occurring blocks
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per block
| Distinct | 81 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 24.90932188 |
| Minimum | 2 |
|---|---|
| Maximum | 105 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 842.6 KiB |
Quantile statistics
| Minimum | 2 |
|---|---|
| 5-th percentile | 10 |
| Q1 | 17 |
| median | 23 |
| Q3 | 31 |
| 95-th percentile | 46 |
| Maximum | 105 |
| Range | 103 |
| Interquartile range (IQR) | 14 |
Descriptive statistics
| Standard deviation | 11.10443396 |
|---|---|
| Coefficient of variation (CV) | 0.4457943101 |
| Kurtosis | 0.5507030228 |
| Mean | 24.90932188 |
| Median Absolute Deviation (MAD) | 7 |
| Skewness | 0.7596197399 |
| Sum | 2686296 |
| Variance | 123.3084537 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 22 | 4113 | 3.8% |
| 20 | 4071 | 3.8% |
| 21 | 4058 | 3.8% |
| 23 | 4050 | 3.8% |
| 17 | 4045 | 3.8% |
| 18 | 4003 | 3.7% |
| 19 | 3975 | 3.7% |
| 24 | 3951 | 3.7% |
| 25 | 3709 | 3.4% |
| 26 | 3684 | 3.4% |
| Other values (71) | 68184 |
| Value | Count | Frequency (%) |
| 2 | 7 | < 0.1% |
| 3 | 68 | 0.1% |
| 4 | 212 | 0.2% |
| 5 | 377 | 0.3% |
| 6 | 663 | 0.6% |
| 7 | 984 | |
| 8 | 1307 | |
| 9 | 1623 | |
| 10 | 2064 | |
| 11 | 2337 |
| Value | Count | Frequency (%) |
| 105 | 1 | |
| 98 | 1 | |
| 88 | 1 | |
| 84 | 1 | |
| 83 | 1 | |
| 82 | 1 | |
| 80 | 2 | |
| 79 | 2 | |
| 78 | 1 | |
| 75 | 1 |
| Distinct | 3 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 842.6 KiB |
| Verified | |
|---|---|
| Not Verified | |
| Source Verified |
Length
| Max length | 15 |
|---|---|
| Median length | 12 |
| Mean length | 10.69654961 |
| Min length | 8 |
Characters and Unicode
| Total characters | 0 |
|---|---|
| Distinct characters | 0 |
| Distinct categories | 0 ? |
| Distinct scripts | 0 ? |
| Distinct blocks | 0 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Verified |
|---|---|
| 2nd row | Not Verified |
| 3rd row | Not Verified |
| 4th row | Verified |
| 5th row | Source Verified |
Common Values
| Value | Count | Frequency (%) |
| Verified | 52968 | |
| Not Verified | 31107 | |
| Source Verified | 23768 |
Length
Pie chart
| Value | Count | Frequency (%) |
| verified | 107843 | |
| not | 31107 | 19.1% |
| source | 23768 | 14.6% |
Most occurring characters
| Value | Count | Frequency (%) |
| No values found. | ||
Most occurring categories
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per category
Most occurring scripts
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per script
Most occurring blocks
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per block
| Distinct | 828 |
|---|---|
| Distinct (%) | 0.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 842.6 KiB |
| 945xx | 1306 |
|---|---|
| 750xx | 1161 |
| 112xx | 1124 |
| 606xx | 1054 |
| 900xx | 964 |
| Other values (823) |
Length
| Max length | 5 |
|---|---|
| Median length | 5 |
| Mean length | 5 |
| Min length | 5 |
Characters and Unicode
| Total characters | 0 |
|---|---|
| Distinct characters | 0 |
| Distinct categories | 0 ? |
| Distinct scripts | 0 ? |
| Distinct blocks | 0 ? |
Unique
| Unique | 15 ? |
|---|---|
| Unique (%) | < 0.1% |
Sample
| 1st row | 254xx |
|---|---|
| 2nd row | 136xx |
| 3rd row | 941xx |
| 4th row | 277xx |
| 5th row | 757xx |
Common Values
| Value | Count | Frequency (%) |
| 945xx | 1306 | 1.2% |
| 750xx | 1161 | 1.1% |
| 112xx | 1124 | 1.0% |
| 606xx | 1054 | 1.0% |
| 900xx | 964 | 0.9% |
| 100xx | 933 | 0.9% |
| 331xx | 926 | 0.9% |
| 300xx | 910 | 0.8% |
| 070xx | 908 | 0.8% |
| 917xx | 863 | 0.8% |
| Other values (818) | 97694 |
Length
| Value | Count | Frequency (%) |
| 945xx | 1306 | 1.2% |
| 750xx | 1161 | 1.1% |
| 112xx | 1124 | 1.0% |
| 606xx | 1054 | 1.0% |
| 900xx | 964 | 0.9% |
| 100xx | 933 | 0.9% |
| 331xx | 926 | 0.9% |
| 300xx | 910 | 0.8% |
| 070xx | 908 | 0.8% |
| 917xx | 863 | 0.8% |
| Other values (818) | 97694 |
Most occurring characters
| Value | Count | Frequency (%) |
| No values found. | ||
Most occurring categories
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per category
Most occurring scripts
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per script
Most occurring blocks
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per block
Spearman's ρ
The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.
Pearson's r
The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.
Kendall's τ
Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.
Cramér's V (φc)
Cramér's V is an association measure for nominal random variables. The coefficient ranges from 0 to 1, with 0 indicating independence and 1 indicating perfect association. The empirical estimators used for Cramér's V have been proved to be biased, even for large samples. We use a bias-corrected measure that has been proposed by Bergsma in 2013 that can be found here.Phik (φk)
Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.First rows
| df_index | id | Charged off | member_id | addr_state | annual_inc | application_type | desc | dti | earliest_cr_line | emp_length | emp_title | fico_range_high | fico_range_low | grade | home_ownership | initial_list_status | installment | int_rate | issue_d | loan_amnt | mort_acc | open_acc | pub_rec | pub_rec_bankruptcies | purpose | revol_bal | revol_util | sub_grade | term | title | total_acc | verification_status | zip_code | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 23251 | 8605612 | True | NaN | WV | 45000.0 | Individual | Borrower added on 11/05/13 > I need to get a new roof on my house and pay the remainder money on credit cards.<br> | 19.63 | Oct-2001 | NaN | NaN | 699.0 | 695.0 | C | MORTGAGE | w | 262.27 | 15.10 | Nov-2013 | 11000.0 | 5.0 | 10.0 | 1.0 | 1.0 | debt_consolidation | 10270.0 | 54.3 | C2 | 60 months | Money | 27.0 | Verified | 254xx |
| 1 | 108933 | 4174682 | False | NaN | NY | 26000.0 | Individual | NaN | 14.72 | Aug-1998 | 1 year | Dollar General | 689.0 | 685.0 | C | RENT | w | 291.87 | 15.80 | Apr-2013 | 8325.0 | 2.0 | 10.0 | 0.0 | 0.0 | credit_card | 9528.0 | 63.1 | C3 | 36 months | My Loan | 19.0 | Not Verified | 136xx |
| 2 | 55850 | 6896193 | False | NaN | CA | 72000.0 | Individual | NaN | 20.70 | Feb-2000 | 10+ years | City and County of San Francisco | 674.0 | 670.0 | D | RENT | w | 145.12 | 18.25 | Sep-2013 | 4000.0 | 0.0 | 12.0 | 0.0 | 0.0 | other | 14687.0 | 71.0 | D2 | 36 months | Other | 14.0 | Not Verified | 941xx |
| 3 | 4475 | 9827905 | False | NaN | NC | 32000.0 | Individual | Borrower added on 12/17/13 > We would like to put in hardwood floors and paint the exterior of the house.<br> | 19.63 | Jun-2000 | 5 years | TREASURER | 714.0 | 710.0 | C | OWN | f | 241.12 | 15.61 | Dec-2013 | 10000.0 | 3.0 | 21.0 | 0.0 | 0.0 | home_improvement | 19773.0 | 30.1 | C4 | 60 months | HOME IMPROVEMENT LOAN | 40.0 | Verified | 277xx |
| 4 | 11025 | 8978826 | False | NaN | TX | 85000.0 | Individual | NaN | 24.64 | Mar-1982 | 10+ years | GENERAL MANAGER | 739.0 | 735.0 | A | OWN | w | 876.13 | 7.90 | Dec-2013 | 28000.0 | 1.0 | 9.0 | 0.0 | 0.0 | debt_consolidation | 22484.0 | 36.7 | A4 | 36 months | Chase-AMEX payoff | 20.0 | Source Verified | 757xx |
| 5 | 30886 | 8244741 | False | NaN | CT | 52500.0 | Individual | NaN | 4.09 | Dec-2006 | 10+ years | Foreman | 669.0 | 665.0 | B | MORTGAGE | f | 204.67 | 12.99 | Oct-2013 | 6075.0 | 2.0 | 8.0 | 0.0 | 0.0 | credit_card | 3011.0 | 49.4 | B4 | 36 months | home improvment | 12.0 | Not Verified | 065xx |
| 6 | 127073 | 3235259 | False | NaN | GA | 120000.0 | Individual | NaN | 10.88 | Apr-2003 | < 1 year | ASVK TECHNOLOGIES | 734.0 | 730.0 | B | RENT | w | 539.96 | 13.11 | Feb-2013 | 16000.0 | 0.0 | 7.0 | 0.0 | 0.0 | small_business | 27823.0 | 60.7 | B4 | 36 months | Business | 16.0 | Source Verified | 300xx |
| 7 | 111063 | 3811042 | True | NaN | AL | 30000.0 | Individual | NaN | 28.20 | Dec-1998 | < 1 year | Mandoki Hospitality Inc | 694.0 | 690.0 | C | RENT | f | 171.70 | 14.33 | Apr-2013 | 5000.0 | 0.0 | 11.0 | 0.0 | 0.0 | credit_card | 17299.0 | 49.1 | C1 | 36 months | credit card payoff | 15.0 | Not Verified | 365xx |
| 8 | 125830 | 3221189 | False | NaN | AL | 275000.0 | Individual | Borrower added on 01/29/13 > New refrigerator and oven.<br> | 11.52 | Mar-1998 | 10+ years | GlaxoSmithKline | 664.0 | 660.0 | C | MORTGAGE | f | 210.36 | 15.80 | Feb-2013 | 6000.0 | 7.0 | 13.0 | 0.0 | 0.0 | major_purchase | 51680.0 | 95.9 | C3 | 36 months | Major purchase | 45.0 | Source Verified | 352xx |
| 9 | 19566 | 8649956 | False | NaN | NC | 40266.0 | Individual | NaN | 9.48 | Jul-1988 | 3 years | NaN | 674.0 | 670.0 | D | MORTGAGE | f | 308.33 | 18.55 | Nov-2013 | 12000.0 | 2.0 | 6.0 | 1.0 | 0.0 | debt_consolidation | 8967.0 | 70.1 | D2 | 60 months | Moving forward | 15.0 | Verified | 287xx |
Last rows
| df_index | id | Charged off | member_id | addr_state | annual_inc | application_type | desc | dti | earliest_cr_line | emp_length | emp_title | fico_range_high | fico_range_low | grade | home_ownership | initial_list_status | installment | int_rate | issue_d | loan_amnt | mort_acc | open_acc | pub_rec | pub_rec_bankruptcies | purpose | revol_bal | revol_util | sub_grade | term | title | total_acc | verification_status | zip_code | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 107833 | 57021 | 6828565 | True | NaN | TX | 77983.0 | Individual | Borrower added on 08/19/13 > I will pay off my vehicle (around $10K) and some of my smaller credit cards. Paying off the vehicle will free up almost the exact amount of the payment for this loan so it will have little effect on my monthly budget. I have excellent payment history as my credit report shows. My job is stable.<br> | 15.96 | Jul-1997 | 10+ years | Dept of Air Force | 664.0 | 660.0 | C | MORTGAGE | w | 445.22 | 16.78 | Aug-2013 | 18000.0 | 1.0 | 19.0 | 0.0 | 0.0 | debt_consolidation | 28930.0 | 86.9 | C5 | 60 months | Consolidation Loan | 24.0 | Verified | 764xx |
| 107834 | 46040 | 7080854 | False | NaN | NY | 90000.0 | Individual | NaN | 9.68 | Jun-2000 | 10+ years | Clifford Chance US LLP | 704.0 | 700.0 | A | OWN | w | 395.18 | 8.60 | Sep-2013 | 12500.0 | 1.0 | 18.0 | 0.0 | 0.0 | debt_consolidation | 28626.0 | 40.3 | A4 | 36 months | Pay Credit Cards | 35.0 | Not Verified | 112xx |
| 107835 | 21898 | 8755483 | False | NaN | TX | 78000.0 | Individual | Borrower added on 11/07/13 > To be used to pay off higher interest credit cards. This will lower my monthly payments and still be less than what was being paid as a minimum payment on the credit cards and it will be paid back in only 3 years. This will serve to further my efforts to achieve financial freedom.<br> | 28.88 | Jun-1994 | 1 year | Safety Coordinator | 694.0 | 690.0 | B | MORTGAGE | f | 589.22 | 10.99 | Nov-2013 | 18000.0 | 2.0 | 16.0 | 0.0 | 0.0 | debt_consolidation | 9661.0 | 61.5 | B2 | 36 months | Debt consolidation | 27.0 | Verified | 776xx |
| 107836 | 111823 | 3808149 | False | NaN | TX | 24000.0 | Individual | Borrower added on 03/20/13 > I am very close to my goal of being debt free! After speaking with a financial counselor for a few months now, I've decided to take this opportunity to pay off all my small debts and be rid of high interests traps. I look forward to improving my credit score even more.<br> | 10.90 | Aug-2001 | 6 years | Walmart | 729.0 | 725.0 | D | RENT | w | 52.26 | 17.77 | Apr-2013 | 1450.0 | 0.0 | 10.0 | 0.0 | 0.0 | credit_card | 3321.0 | 15.8 | D1 | 36 months | 2nd Loan | 41.0 | Not Verified | 757xx |
| 107837 | 98494 | 4526720 | True | NaN | PA | 90000.0 | Individual | NaN | 5.57 | Oct-2000 | 7 years | Sysco Foods | 679.0 | 675.0 | F | MORTGAGE | w | 992.31 | 23.28 | May-2013 | 35000.0 | 3.0 | 8.0 | 0.0 | 0.0 | credit_card | 16680.0 | 71.7 | F2 | 60 months | Credit card refinancing | 20.0 | Verified | 190xx |
| 107838 | 42489 | 7383041 | False | NaN | MA | 50000.0 | Individual | NaN | 25.99 | Oct-2002 | 2 years | Public Defender | 669.0 | 665.0 | D | RENT | f | 364.29 | 18.55 | Oct-2013 | 10000.0 | 0.0 | 9.0 | 0.0 | 0.0 | moving | 11441.0 | 84.7 | D2 | 36 months | Moving Loan | 35.0 | Not Verified | 024xx |
| 107839 | 43933 | 7071982 | False | NaN | NJ | 75000.0 | Individual | NaN | 12.11 | Jun-1987 | 10+ years | Atlanticare Regional Medical Center | 714.0 | 710.0 | C | RENT | w | 458.33 | 16.20 | Sep-2013 | 13000.0 | 7.0 | 12.0 | 0.0 | 0.0 | credit_card | 11949.0 | 33.9 | C4 | 36 months | consolidate | 35.0 | Not Verified | 082xx |
| 107840 | 108642 | 4155147 | False | NaN | NJ | 36000.0 | Individual | Borrower added on 04/01/13 > I have about 13,000 in credit card debt that I've accumulated since I was a student. Paying them off one at a time is a painstaking process that takes too long and is ruining my credit history. I want to consolidate all the cards, pay them all off, and once and for all get rid of my all my debt.<br> | 17.80 | Oct-2004 | 3 years | Grinberg & Segal PLLC | 674.0 | 670.0 | D | RENT | w | 468.49 | 17.77 | Apr-2013 | 13000.0 | 0.0 | 16.0 | 0.0 | 0.0 | debt_consolidation | 14791.0 | 70.4 | D1 | 36 months | Credit Card Debt Consolidation | 19.0 | Not Verified | 070xx |
| 107841 | 47783 | 7275215 | False | NaN | AZ | 102000.0 | Individual | Borrower added on 09/11/13 > Debt Consolidation. Trying to pay off debt in the shortest amount of time, pay as little interest as possible (CC's were crazy) and keep a good credit score.<br> | 9.86 | Dec-2001 | 2 years | Black Box Network Services | 714.0 | 710.0 | B | MORTGAGE | f | 477.71 | 12.99 | Sep-2013 | 21000.0 | 2.0 | 8.0 | 0.0 | 0.0 | debt_consolidation | 27631.0 | 66.9 | B4 | 60 months | Debt consolidation | 17.0 | Source Verified | 850xx |
| 107842 | 5591 | 9845931 | True | NaN | VA | 90000.0 | Individual | NaN | 14.85 | Jul-2004 | < 1 year | QA Analyst/Performance Test Engineer | 709.0 | 705.0 | D | MORTGAGE | f | 456.09 | 19.22 | Dec-2013 | 17500.0 | 3.0 | 18.0 | 0.0 | 0.0 | debt_consolidation | 24862.0 | 61.4 | D4 | 60 months | Bill Consolidation | 32.0 | Verified | 201xx |